Assignment of enzyme substrate specificity by principal component analysisof aligned protein sequences: An experimental test using DNA glycosylase homologs
A. Gogos et al., Assignment of enzyme substrate specificity by principal component analysisof aligned protein sequences: An experimental test using DNA glycosylase homologs, PROTEINS, 40(1), 2000, pp. 98-105
We have studied the relationship between amino acid sequence and substrate
specificity in a DNA glycosylase family by characterizing experimentally th
e specificity of four new members of the family. We show that principal com
ponent analysis (PCA) of the sequence family correctly predicts the substra
te specificity of one of the novel homologs even though conventional sequen
ce analysis methods fail to group this homolog with other sequences of the
same specificity. PCA also suggested, correctly, that another homolog chara
cterized previously differs in its specificity from those sequences with wh
ich it clusters by conventional criteria. These results suggest that princi
pal component analysis of sequence families can be a useful tool in annotat
ing genome sequences when there is ambiguity concerning which subfamily a n
ew homolog belongs to. Published 2000 Wiley-Liss, Inc.(dagger)